Sun Hui
Sun Hui 孙辉
LLM Researcher · Shopee
Ph.D., Computer Science · Nankai University & NTU Singapore
Former visiting researcher, Microsoft Research Asia (MSRA)
Research: AI for Data Compression (AI4Compression), High Performance Computing, and Time-Series LLMs. Affiliated with Nankai-Baidu Joint Lab (NBJL).
2026.05
ACL 2026Two AI4Compression papers accepted at ACL 2026.
2026.02
CVPR 2026Learned image compression paper accepted at CVPR 2026.
2026.01
PreprintChatAD: LLM-driven time-series anomaly detection (work done at MSRA) posted on arXiv.
2025.10
Started research internship at Microsoft Research Asia (MSRA), focusing on Time-Series LLMs.
2025.07
KDD 2025PMKLC accepted at KDD 2025 (pp. 2725–2734).
CCF-ACCF-BCCF-C Conference rank
JCR Q1JCR Q2 Journal rank
EICSCDPreprint Other
First / Corresponding Author
16
ChatAD: Reasoning-Enhanced Time-Series Anomaly Detection with Multi-Turn Instruction Evolution
Hui Sun★, Chang Xu†, Haonan Xie, Hao Li, Yuhao Huang, Chuheng Zhang, Ming Jin, Xiaoguang Liu, Gang Wang, Jiang Bian (work done at MSRA)
PreprintarXiv 2601.135462026
15
AgentGC: Evolutionary Learning-based Lossless Compression for Genomics Data with LLM-driven Multiple Agent
Hui Sun†, Yanfeng Ding†, Huidong Ma, Chang Xu, Keyan Jin, Lizheng Zu, Cheng Zhong, Xiaoguang Liu★, Gang Wang★, Wentong Cai
ACL 2026CCF-A2026
13
Learned Image Compression via Sparse Attention and Adaptive Frequency
Huidong Ma, Xinyan Shi, Hui Sun★, Xiaofei Yue, Xiaoguang Liu★, Gang Wang★, Wentong Cai (corresponding author)
CVPR 2026CCF-A2026
12
PMKLC: Parallel Multi-Knowledge Learning-based Lossless Compression for Large-Scale Genomics Database
Hui Sun, Yanfeng Ding, Liping Yi, Huidong Ma, Gang Wang★, Xiaoguang Liu★, Cheng Zhong, Wentong Cai
KDD 2025CCF-A2025pp. 2725–2734
11
Genomics data lossless compression with (s,k)-mer encoding and deep neural networks
Hui Sun†, Liping Yi†, Huidong Ma, Yongxia Sun, Yingfeng Zheng, Wenwen Cui, Meng Yan, Gang Wang★, Xiaoguang Liu★
AAAI 2025CCF-A2025pp. 12577–12585
10
MSDZip: Universal Lossless Compression for Multi-source Data via Stepwise-parallel and Learning-based Prediction
Huidong Ma†, Hui Sun†, Liping Yi, Yanfeng Ding, Xiaoguang Liu★, Gang Wang★
WWW 2025CCF-A2025
9
Adaptive lossless compression for genomics data by multiple (s,k)-mer encoding and xLSTM
Hui Sun†, Yanfeng Ding†, Liping Yi, Huidong Ma, Haonan Xie, Gang Wang★, Xiaoguang Liu★
ICASSP 2025CCF-B2025
8
PQSDC: a parallel lossless compressor for quality scores data via sequences partition and run-length prediction mapping
Hui Sun, Yingfeng Zheng, Haonan Xie, Huidong Ma, Cheng Zhong, Meng Yan★, Xiaoguang Liu, Gang Wang
BioinformaticsCCF-AJCR Q12024Vol.40(5) btae323
7
A survey and benchmark evaluation for neural-network-based lossless universal compressors toward multi-source data
Hui Sun†, Huidong Ma†, Feng Ling, Haonan Xie, Yongxia Sun, Liping Yi, Meng Yan★, Cheng Zhong, Xiaoguang Liu, Gang Wang★
Frontiers of Computer ScienceCCF-BJCR Q2202419(7):1–16
6
LRCB: A comprehensive benchmark evaluation of reference-free lossless compression tools for genomics sequencing long reads data
Hui Sun†, Huidong Ma†, Yingfeng Zheng, Haonan Xie, Cheng Zhong, Xiaoguang Liu★, Gang Wang★
DCC 2024CCF-B2024p. 584
5
高错误率长序列基因组数据敏感序列识别并行算法
钟诚, 孙辉(通信作者)
通信学报CCF-A202344(2):160–171
4
SR2C: A structurally redundant short reads collapser for optimizing DNA data compression
Hui Sun†, Huidong Ma†, Yingfeng Zheng†, Haonan Xie, Xiaofei Wang, Xiaoguang Liu★, Gang Wang★
ICPADS 2023CCF-C2023
3
PMFFRC: a large-scale genomic short reads compression optimizer via memory modeling and redundant clustering
Hui Sun, Yingfeng Zheng, Haonan Xie, Huidong Ma, Xiaoguang Liu★, Gang Wang★
BMC BioinformaticsCCF-CJCR Q22023
2
融合聚类和卷积神经网络的原理图美观度评价算法
孙辉, 丁延锋, 王刚★, 李桢荣
华中科技大学学报EI2024
1
融合过滤和相似度计算的高错误率基因组数据敏感序列识别
孙辉, 钟诚★
小型微型计算机系统CCF-B2022
Co-authored
14
Efficient Learned Data Compression via Dual-Stream Feature Decoupling
Huidong Ma, Xinyan Shi, Hui Sun, Xiaofei Yue, Xiaoguang Liu★, Gang Wang★, Wentong Cai
ACL 2026CCF-A2026
5
Multi-source data lossless compression via parallel expansion mapping and xLSTM
Huidong Ma, Hui Sun, Liping Yi, Gang Wang★, Xiaoguang Liu★
ICASSP 2025CCF-B2025
4
ricME: long-read based mobile element variant detection using sequence realignment and identity calculation
Huidong Ma, Cheng Zhong★, Hui Sun, Danyang Chen, Haixiang Lin
ISBRA 2023CCF-C2023
3
Wireless energy: Paving the way for smart cities and a greener future
Haonan Xie, Renhao Huang, Hui Sun, et al., Dongdong Zhang★, Hui Hwang Goh★
Energy and BuildingsJCR Q12023
2
Eco-Energetical analysis of circular economy and community-based virtual power plants (CE-cVPP)
Haonan Xie, Hui Hwang Goh★, Dongdong Zhang★, Hui Sun, et al.
Applied EnergyJCR Q12024
1
多维度评价科技工作责任主体信用模型与算法
唐印浒, 刘峻★, 王淋, 孙辉, 赵凤娇, 钟诚
广西大学学报CSCD2021
Conference Talks
Invited Speaker The Next Era of Medicine: AI-Driven Transformation
Asian Transplantation Week (ATW) 2026 & Transplantation Science Symposium (TSS) in Asia 2026
TSS Concurrent Symposium 7 (Kidney) — Foundation Models and Clinical Intelligence in Transplantation
November 14, 2026 · 11:30–12:00 (25 min + 5 min Q&A) · Room 7, Convention Hall, BEXCO, Busan, Korea
Serving as a peer reviewer for leading international conferences in AI, data mining, signal processing, and the web.
Conferences
AAAI CCF-A
AAAI Conference on Artificial Intelligence
202420252026
KDD CCF-A
ACM SIGKDD Conference on Knowledge Discovery and Data Mining
20252026
WWW CCF-A
The Web Conference
2025
ICASSP CCF-B
IEEE Int'l Conference on Acoustics, Speech and Signal Processing
2025
IJCNN CCF-C
International Joint Conference on Neural Networks
2025
Scholarships & Academic Awards
  • 2024–25First Prize Doctoral Graduate Scholarship, Nankai University
  • 2023–24Doctoral Graduate "GongNeng" Scholarship, Nankai University
  • 2022–23Doctoral Graduate "GongNeng" Scholarship, Nankai University
  • 2021–22Outstanding Graduate Student, Guangxi University
  • 2021–22Annual Outstanding Student Scholarship, Guangxi University
  • 2021–22First Prize Graduate Academic Scholarship, Guangxi University
  • 2020–21First Prize Graduate Academic Scholarship, Guangxi University
  • 2019–20Outstanding Graduate Cadre, Guangxi University
  • 2017–18National Inspirational Scholarship of China
Competitions
2025
Computer Achievement Award, Guangxi Zhuang Autonomous Region Second Prize
2024
11th National Parallel Application Challenge, Team Leader National Second Prize · Top-2 in China
2024
Tianjin "Challenge Cup" Innovation and Entrepreneurship Plan, Technical Director Gold Prize · Top-1 in Tianjin
2024
Nankai University "President's Cup" Innovation and Entrepreneurship Competition, Technical Director First Prize
2023
"Huawei Cup" National College Student Storage Modeling Competition Second Prize · Top-2 in China
2020
8th National Parallel Application Challenge "Intel Cup" Parallel Fund Award · Top-9 in China
2020
Guangxi College Student Computer Design Competition Third Prize
2019
2019 Guangxi Computer Society Conference First Prize · Outstanding Paper
2017
"Data Creation Cup" National Mathematical Modeling Challenge First Prize
Patents
8
A Heuristic Layout and Routing Method for Circuit Schematic Diagrams
CN117057302A · Gang Wang (supervisor), Hui Sun, Xiaoguang Liu et al.
7
Method for Evaluating the Aesthetics Level of Circuit Layout, Routing, and Schematic Diagram
CN117058096A · ranked 2nd
6
A Parallel Optimization Method for High-Throughput Genomics Sequencing Reads Data Compression
CN117059181A · ranked 2nd
5
A Parallel Compression Method for High-Throughput Genomic Sequencing Quality Score Data
CN117133365A · ranked 2nd
4
A Non-Intrusive Identification Method for Multi-Parameter Identification of Electromagnetic Equipment Based on Ensemble Algorithms
CN113723495A · ranked 3rd
Software Copyrights
3
Research Integrity Evaluation Software System
2021SR06838011 · ranked 2nd
2
DNA Sensitive Sequence Filtering Software
2021SR068771 · ranked 1st
1
Improved RC4 Cryptography Auxiliary Teaching Platform
2020SR0283880 · ranked 1st